{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6f1df847-1575-431a-9d95-d1ff2cb2a296",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "start_time = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f6cbed9a-3d84-44b5-b10f-57c6fc7cb682",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import cv2\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d95afc9-ea18-4a48-9216-ecdf60ff5f68",
   "metadata": {},
   "source": [
    "### 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "edee94dc-a08f-46eb-a381-ead081743ab1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选择图片和设置路径\n",
    "target = 3\n",
    "data_name = ['0618', '0854', '1066'][target - 1]\n",
    "\n",
    "data_path = f'../RGB_data/UniformSampler_{data_name}_3x3_multi_labelme.csv'  # 训练集\n",
    "pred_path = f'./result_img/pred_{data_name}_MIX.png'  # 模型预测结果二值图\n",
    "img_path = f'../input_data/{data_name}.png'  # 测试集\n",
    "binary_path = f'../input_data/{data_name}_label.png'  # 测试集评估用的二值图\n",
    "smoothed_path = f'./result_img/smoothed_pred_{data_name}_MIX.png'  # 光滑处理图片保存"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23c50bcf-fbec-464e-9001-28405ce2a3f7",
   "metadata": {},
   "source": [
    "### 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "750807e2-67a0-4f03-82a5-8b0706931eb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载数据\n",
    "data = pd.read_csv(data_path)\n",
    "\n",
    "# 提取特征和标签\n",
    "features = data.drop(columns=['Label']).values  # 去掉标签列\n",
    "labels = data['Label'].values\n",
    "\n",
    "# 划分训练集和验证集\n",
    "X_train, X_val, y_train, y_val = train_test_split(features, labels, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53cb05b3-181e-43d0-bd45-a5bac6986052",
   "metadata": {},
   "source": [
    "### 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c277ea9-f10c-48bd-85cb-308bf8eb4ae6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation dataset Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.92      0.93      0.93       168\n",
      "           1       0.71      0.75      0.73        60\n",
      "           2       0.91      0.86      0.88        85\n",
      "\n",
      "    accuracy                           0.88       313\n",
      "   macro avg       0.85      0.85      0.85       313\n",
      "weighted avg       0.88      0.88      0.88       313\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 训练高斯朴素贝叶斯分类器\n",
    "gnb = GaussianNB()\n",
    "gnb.fit(X_train, y_train)\n",
    "\n",
    "# 在验证集上进行预测并做评估\n",
    "y_val_pred = gnb.predict(X_val)\n",
    "print(\"Validation dataset Evaluation:\")\n",
    "print(classification_report(y_val, y_val_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ca50f1e-7f6b-49cf-b92a-18b6d640ed37",
   "metadata": {},
   "source": [
    "### 定义多特征融合函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4ba5e8dd-1d5f-43dc-bea2-3c0b4787b77b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义 predict_with_multithread 函数\n",
    "def predict_with_multithread(test_features_array, gnb, height, width):\n",
    "    \n",
    "    # 初始化空的预测结果图像，同原始图片大小相同\n",
    "    segmented_img = np.zeros((height, width), dtype=np.uint8)\n",
    "    \n",
    "    # 使用贝叶斯多线索融合机制逐个像素地更新标签\n",
    "    # 跳过边缘像素保证不超出边界\n",
    "    for y in range(1, height - 1):\n",
    "        for x in range(1, width - 1):\n",
    "            # 计算当前(x,y)对应测试集特征矩阵的位置索引\n",
    "            center_idx = (y - 1) * (width - 2) + (x - 1)\n",
    "            # 根据位置索引确定该像素点的27个特征\n",
    "            center_feature = test_features_array[center_idx]\n",
    "\n",
    "            # 第一个线索\n",
    "            # 采用中心点周围3x3像素块，[0]返回该像素的预测概率分布\n",
    "            center_proba = gnb.predict_proba([center_feature])[0]\n",
    "\n",
    "            # 初始化多线索融合的后验概率\n",
    "            posterior = center_proba.copy()\n",
    "\n",
    "            # 第二个线索，采用中心3x3上下左右的4个3x3像素块\n",
    "            # 获取周围四个邻域的标签概率\n",
    "            for dy, dx in [(-1, 0), (1, 0), (0, -1), (0, 1)]:\n",
    "                nx, ny = x + dx, y + dy\n",
    "                if 0 < nx < width - 1 and 0 < ny < height - 1:\n",
    "                    neighbor_idx = (ny - 1) * (width - 2) + (nx - 1)\n",
    "                    neighbor_feature = test_features_array[neighbor_idx]\n",
    "                    neighbor_proba = gnb.predict_proba([neighbor_feature])[0]\n",
    "                    posterior *= neighbor_proba  # 累乘融合后验概率\n",
    "\n",
    "            # 第三个线索，采用4个角的3x3\n",
    "            # 四个角上的点\n",
    "            for dy, dx in [(-1, -1), (-1, 1), (1, -1), (1, 1)]:\n",
    "                nx, ny = x + dx, y + dy\n",
    "                if 0 < nx < width - 1 and 0 < ny < height - 1:\n",
    "                    corner_idx = (ny - 1) * (width - 2) + (nx - 1)\n",
    "                    corner_feature = test_features_array[corner_idx]\n",
    "                    corner_proba = gnb.predict_proba([corner_feature])[0]\n",
    "                    posterior *= corner_proba  # 累乘融合后验概率\n",
    "\n",
    "            # 确定最大概率对应的标签\n",
    "            fused_pred = np.argmax(posterior)\n",
    "            segmented_img[y, x] = fused_pred\n",
    "\n",
    "    return segmented_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bb49ba2d-2271-4dd4-8d69-8e007e10e3b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读入测试集\n",
    "img = cv2.imread(img_path)\n",
    "height, width, _ = img.shape\n",
    "\n",
    "# 准备测试集特征矩阵\n",
    "test_features = []\n",
    "for y in range(1, height - 1):\n",
    "    for x in range(1, width - 1):\n",
    "        feature_vector = img[y-1:y+2, x-1:x+2].flatten()\n",
    "        test_features.append(feature_vector)\n",
    "\n",
    "# 将特征列表转换为NumPy数组\n",
    "test_features_array = np.array(test_features)\n",
    "\n",
    "# 使用 predict_with_multithread 函数进行预测\n",
    "segmented_img = predict_with_multithread(test_features_array, gnb, height, width)\n",
    "\n",
    "# 对边缘和分界点进行处理，设置为背景\n",
    "segmented_img[0, :] = segmented_img[-1, :] = 0\n",
    "segmented_img[:, 0] = segmented_img[:, -1] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06001a7c-f122-448c-a597-bff2db15cdbd",
   "metadata": {},
   "source": [
    "### 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a425407c-679c-4135-b4d1-dd6e8c2e04b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test dataset Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.89      0.89     94267\n",
      "           1       0.67      0.67      0.67     30733\n",
      "\n",
      "    accuracy                           0.84    125000\n",
      "   macro avg       0.78      0.78      0.78    125000\n",
      "weighted avg       0.84      0.84      0.84    125000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成二值图：只有标签1（道路）为白色，其余为黑色\n",
    "binary_output = np.zeros_like(segmented_img)\n",
    "binary_output[segmented_img == 1] = 255  # 将道路标签染成白色\n",
    "\n",
    "# 保存二值化预测图像\n",
    "cv2.imwrite(pred_path, binary_output)\n",
    "\n",
    "# 计算和打印测试集上的评价指标\n",
    "binary_img = cv2.imread(binary_path, cv2.IMREAD_GRAYSCALE)\n",
    "print(\"Test dataset Evaluation:\")\n",
    "print(classification_report(binary_img.flatten() // 255, binary_output.flatten() // 255))\n",
    "\n",
    "# 显示原图和预测结果\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# 显示原图\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示预测的二值图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(binary_output, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fcd236c9-5de4-4787-94b6-2e7791334cef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Smoothed Image Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.91      0.90     94267\n",
      "           1       0.69      0.65      0.67     30733\n",
      "\n",
      "    accuracy                           0.84    125000\n",
      "   macro avg       0.79      0.78      0.78    125000\n",
      "weighted avg       0.84      0.84      0.84    125000\n",
      "\n",
      "Smoothed Confusion Matrix:\n",
      "[[85457  8810]\n",
      " [10772 19961]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取二值化图像\n",
    "binary_img = cv2.imread(binary_path, cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 设定结构元素大小\n",
    "kernel_size = 5  # 可以根据需要调整大小\n",
    "kernel = np.ones((kernel_size, kernel_size), np.uint8)\n",
    "\n",
    "# 进行形态学开运算\n",
    "smoothed_img = cv2.morphologyEx(binary_output, cv2.MORPH_OPEN, kernel)\n",
    "\n",
    "# 将平滑后的二值图进行评估\n",
    "original_labels = binary_img.flatten() // 255  # 原始标签\n",
    "smoothed_pred = smoothed_img.flatten() // 255  # 平滑后的预测图\n",
    "\n",
    "# 确保两个数组的长度一致\n",
    "if original_labels.shape[0] != smoothed_pred.shape[0]:\n",
    "    print(f\"Warning: Shapes mismatch! Original: {original_labels.shape[0]}, Smoothed: {smoothed_pred.shape[0]}\")\n",
    "\n",
    "# 计算和打印平滑后的评价指标\n",
    "print(\"Smoothed Image Evaluation:\")\n",
    "print(classification_report(original_labels, smoothed_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "smoothed_conf_matrix = confusion_matrix(original_labels, smoothed_pred)\n",
    "print(\"Smoothed Confusion Matrix:\")\n",
    "print(smoothed_conf_matrix)\n",
    "\n",
    "# 显示原始二值图与处理后的图像\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "# 显示原始二值图\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(binary_img, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示原始二值图\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(binary_output, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示平滑后的图像\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.imshow(smoothed_img, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# 保存平滑后的图像\n",
    "cv2.imwrite(smoothed_path, smoothed_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6b0d51bb-97cf-4859-a547-4c4698696659",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 167.00905227661133 seconds\n"
     ]
    }
   ],
   "source": [
    "end_time = time.time()\n",
    "# 计算并打印运行时间\n",
    "elapsed_time = end_time - start_time\n",
    "print(f\"Elapsed time: {elapsed_time} seconds\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
